RRepoGEO

REPOGEO REPORT · LITE

ghuntley/how-to-build-a-coding-agent

Default branch trunk · commit 699fbec6 · scanned 6/18/2026, 5:33:18 AM

GitHub: 5,682 stars · 639 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ghuntley/how-to-build-a-coding-agent, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and adding the necessary license text.
  • highabout#2
    Reposition the 'About' description to clarify its educational nature

    Why:

    CURRENT
    A workshop that teaches you how to build your own coding agent. Similar to Roo code, Cline, Amp, Cursor, Windsurf or OpenCode.
    COPY-PASTE FIX
    A step-by-step workshop to build your own AI coding agent from scratch, focusing on practical implementation and understanding core concepts, rather than just using an existing framework.
  • mediumtopics#3
    Expand repository topics to emphasize educational content

    Why:

    CURRENT
    agent, ai, cursor, tutorial, workshop
    COPY-PASTE FIX
    agent, ai, cursor, tutorial, workshop, how-to-build, coding-agent, educational, guide, learning

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface ghuntley/how-to-build-a-coding-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. deepset-ai/haystack · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Significant-Gravitas/AutoGPT · recommended 1×
  • CATEGORY QUERY
    How can I build my own AI coding assistant with custom tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. OpenAI Assistants API
    5. AutoGPT (Significant-Gravitas/AutoGPT)

    AI recommended 5 alternatives but never named ghuntley/how-to-build-a-coding-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a workshop to learn building AI agents for code manipulation and execution.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. DeepLearning.AI
    3. OpenAI
    4. StatQuest
    5. Hugging Face Transformers Agents
    6. AutoGen
    7. LlamaIndex

    AI recommended 7 alternatives but never named ghuntley/how-to-build-a-coding-agent. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of ghuntley/how-to-build-a-coding-agent?
    pass
    AI did not name ghuntley/how-to-build-a-coding-agent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts ghuntley/how-to-build-a-coding-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ghuntley/how-to-build-a-coding-agent explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo ghuntley/how-to-build-a-coding-agent solve, and who is the primary audience?
    pass
    AI did not name ghuntley/how-to-build-a-coding-agent — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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ghuntley/how-to-build-a-coding-agent — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite